Package weka.core.neighboursearch

Class PCANNSearchWithIndices

java.lang.Object

weka.core.neighboursearch.NearestNeighbourSearch

weka.core.neighboursearch.NewNNSearch

weka.core.neighboursearch.PCANNSearch

weka.core.neighboursearch.PCANNSearchWithIndices

All Implemented Interfaces:

Serializable, weka.core.AdditionalMeasureProducer, NearestNeighbourSearchWithIndices, weka.core.OptionHandler, weka.core.RevisionHandler

public class PCANNSearchWithIndices
extends PCANNSearch
implements NearestNeighbourSearchWithIndices

PCANNSearch with index support.

Author:

fracpete (fracpete at waikato dot ac dot nz)

See Also:

Serialized Form

Nested Class Summary

Nested classes/interfaces inherited from class weka.core.neighboursearch.NewNNSearch

NewNNSearch.InstanceNode

Nested classes/interfaces inherited from class weka.core.neighboursearch.NearestNeighbourSearch

weka.core.neighboursearch.NearestNeighbourSearch.MyHeap, weka.core.neighboursearch.NearestNeighbourSearch.MyHeapElement, weka.core.neighboursearch.NearestNeighbourSearch.NeighborList, weka.core.neighboursearch.NearestNeighbourSearch.NeighborNode

Field Summary

Fields inherited from class weka.core.neighboursearch.PCANNSearch

m_CoverVariance, m_MaxAttrsInName, m_myInstances, m_pca, m_Preprocessing

Fields inherited from class weka.core.neighboursearch.NewNNSearch

m_Distances, m_neighbours, m_SkipIdentical

Fields inherited from class weka.core.neighboursearch.NearestNeighbourSearch

m_DistanceFunction, m_Instances, m_kNN, m_MeasurePerformance, m_Stats

Constructor Summary

Constructors

Constructor	Description
PCANNSearchWithIndices()

Method Summary

Modifier and Type	Method	Description
String	getRevision()	Returns the revision string.
String	globalInfo()	Returns a string describing this nearest neighbour search algorithm.
int[]	kNearestNeighboursIndices(weka.core.Instance target, int kNN)	Returns the indices of the k nearest instances in the current neighbourhood to the supplied instance.

Methods inherited from class weka.core.neighboursearch.PCANNSearch

addInstanceInfo, buildFilter, getMaximumAttributeNames, getOptions, getVarianceCovered, kNearestNeighbours, listOptions, setInstances, setMaximumAttributeNames, setOptions, setPreprocessing, setVarianceCovered, transformInstance, transformInstances, update

Methods inherited from class weka.core.neighboursearch.NewNNSearch

getDistances, getSkipIdentical, nearestNeighbour, setSkipIdentical, skipIdenticalTipText

Methods inherited from class weka.core.neighboursearch.NearestNeighbourSearch

combSort11, distanceFunctionTipText, enumerateMeasures, getDistanceFunction, getInstances, getMeasure, getMeasurePerformance, getPerformanceStats, measurePerformanceTipText, partition, quickSort, setDistanceFunction, setMeasurePerformance

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Detail

PCANNSearchWithIndices

public PCANNSearchWithIndices()

Method Detail

globalInfo

public String globalInfo()

Returns a string describing this nearest neighbour search algorithm.

Overrides:

globalInfo in class NewNNSearch

Returns:

a description of the algorithm for displaying in the explorer/experimenter gui

kNearestNeighboursIndices

public int[] kNearestNeighboursIndices(weka.core.Instance target,
                                       int kNN)
                                throws Exception

Returns the indices of the k nearest instances in the current neighbourhood to the supplied instance.

Specified by:

kNearestNeighboursIndices in interface NearestNeighbourSearchWithIndices

Parameters:

target - The instance to find the k nearest neighbours for.

kNN - The number of nearest neighbours to find.

Returns:

the indices of the k nearest neighbors in the dataset

Throws:

Exception - if the neighbours could not be found.

getRevision

public String getRevision()

Returns the revision string.

Specified by:

getRevision in interface weka.core.RevisionHandler

Overrides:

getRevision in class NewNNSearch

Returns:

the revision